{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "随机指标 KDJ   The random index:  分析超买超卖现象的指标\n",
    "\n",
    "威廉指标基础上的\n",
    "W%R = （最近n天的最高价 - 第n天的收盘价） /(最近n天的最高价 - 最近n天的最低价） * 100%\n",
    "\n",
    "RSV； 未成熟随机指标 = （第n天的最高价 - 最近n天的最低价） /(最近n天的最高价 - 最近n天的最低价） * 100%\n",
    "K\n",
    "D\n",
    "J"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x576 with 0 Axes>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.append(\"..\")\n",
    "from Data import get_kline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import  warnings\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "warnings.filterwarnings('ignore')    \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.figure(figsize=(16, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Open</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-12-19</th>\n",
       "      <td>99.98</td>\n",
       "      <td>96.05</td>\n",
       "      <td>95.79</td>\n",
       "      <td>99.98</td>\n",
       "      <td>25600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-01-04</th>\n",
       "      <td>131.44</td>\n",
       "      <td>131.27</td>\n",
       "      <td>130.13</td>\n",
       "      <td>131.44</td>\n",
       "      <td>25600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-01-08</th>\n",
       "      <td>132.68</td>\n",
       "      <td>132.62</td>\n",
       "      <td>132.06</td>\n",
       "      <td>132.68</td>\n",
       "      <td>179200.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              High    Open     Low   Close    Volume\n",
       "Date                                                \n",
       "1990-12-19   99.98   96.05   95.79   99.98   25600.0\n",
       "1991-01-04  131.44  131.27  130.13  131.44   25600.0\n",
       "1991-01-08  132.68  132.62  132.06  132.68  179200.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = get_kline.get_index_kline()\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "close=df.Close\n",
    "high = df.High\n",
    "low = df.Low\n",
    "\n",
    "date = close.index.to_series()\n",
    "ndate = len(date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1990-12-19T00:00:00.000000000', '1991-01-04T00:00:00.000000000',\n",
       "       '1991-01-08T00:00:00.000000000', ...,\n",
       "       '2021-10-19T00:00:00.000000000', '2021-10-20T00:00:00.000000000',\n",
       "       '2021-10-21T00:00:00.000000000'], dtype='datetime64[ns]')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "periodHigh = pd.Series(np.zeros(ndate - 8),\\\n",
    "                      index=date.index[8:])\n",
    "periodLow = pd.Series(np.zeros(ndate - 8), \\\n",
    "                     index = date.index[8:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义初始变量 RSV， 取值为0\n",
    "RSV=pd.Series(np.zeros(ndate - 8), \\\n",
    "             index = date.index[8:])\n",
    "\n",
    "for j in range(8, ndate):\n",
    "    perid = date[j-8:j+1]\n",
    "    i = date[j]\n",
    "    periodHigh[i] = high[perid].max()\n",
    "    periodLow[i] = low[perid].min()\n",
    "    RSV[i] = 100 * (close[i] - periodLow[i])\\\n",
    "                /(periodHigh[i] - periodLow[i])\n",
    "    periodHigh.name = 'periodHigh'\n",
    "    RSV.name = 'RSV'\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1991-01-16    97.588832\n",
       "1991-01-17    81.422925\n",
       "1991-01-18    69.648562\n",
       "1991-01-21    62.151394\n",
       "1991-01-23     1.456311\n",
       "Name: RSV, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RSV.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    7500.000000\n",
       "mean       54.995351\n",
       "std        33.146009\n",
       "min         0.000000\n",
       "25%        23.868290\n",
       "50%        57.292173\n",
       "75%        87.109193\n",
       "max       100.000000\n",
       "Name: RSV, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RSV.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x000001F8E22272E0>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000001F8E2328820>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "close2015 = close['2015']\n",
    "RSV2015 = RSV['2015']\n",
    "\n",
    "C1_RSV = pd.DataFrame([close2015, RSV2015]).transpose() # 转置\n",
    "C1_RSV.plot(subplots=True, title='未成熟指标RSV')\n",
    "# plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpl_finance.py:16: DeprecationWarning: \n",
      "\n",
      "  =================================================================\n",
      "\n",
      "   WARNING: `mpl_finance` is deprecated:\n",
      "\n",
      "    Please use `mplfinance` instead (no hyphen, no underscore).\n",
      "\n",
      "    To install: `pip install --upgrade mplfinance` \n",
      "\n",
      "   For more information, see: https://pypi.org/project/mplfinance/\n",
      "\n",
      "  =================================================================\n",
      "\n",
      "  __warnings.warn('\\n\\n  ================================================================='+\n"
     ]
    }
   ],
   "source": [
    "from common import candle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_simple_rsv(df, period):    \n",
    "    close=df.Close\n",
    "    date = close.index.to_series()\n",
    "    ndate = len(date)\n",
    "    \n",
    "    periodHigh = pd.Series(np.zeros(ndate - period),\\\n",
    "                          index=date.index[period:])\n",
    "    periodLow = pd.Series(np.zeros(ndate - period), \\\n",
    "                     index = date.index[period:])\n",
    "    \n",
    "    RSV=pd.Series(np.zeros(ndate - period), \\\n",
    "             index = date.index[period:])\n",
    "\n",
    "    for j in range(period, ndate):\n",
    "        perid = date[j-period:j+1]\n",
    "        i = date[j]\n",
    "        \n",
    "        periodHigh[i] = high[perid].max()\n",
    "        periodLow[i] = low[perid].min()\n",
    "        RSV[i] = 100 * (close[i] - periodLow[i])\\\n",
    "                    /(periodHigh[i] - periodLow[i])\n",
    "        periodHigh.name = 'periodHigh'\n",
    "        periodLow.name = \"periodLow\"\n",
    "        RSV.name = 'RSV'\n",
    "        \n",
    "    return RSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Open</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>3098.10</td>\n",
       "      <td>3066.34</td>\n",
       "      <td>3066.34</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>2.924702e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>3093.82</td>\n",
       "      <td>3089.02</td>\n",
       "      <td>3074.52</td>\n",
       "      <td>3083.79</td>\n",
       "      <td>2.614967e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>3107.20</td>\n",
       "      <td>3070.91</td>\n",
       "      <td>3065.31</td>\n",
       "      <td>3083.41</td>\n",
       "      <td>3.125758e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>3105.45</td>\n",
       "      <td>3085.49</td>\n",
       "      <td>3084.33</td>\n",
       "      <td>3104.80</td>\n",
       "      <td>2.765831e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-08</th>\n",
       "      <td>3094.24</td>\n",
       "      <td>3094.24</td>\n",
       "      <td>3059.13</td>\n",
       "      <td>3066.89</td>\n",
       "      <td>2.978726e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-25</th>\n",
       "      <td>3397.01</td>\n",
       "      <td>3351.79</td>\n",
       "      <td>3348.34</td>\n",
       "      <td>3396.56</td>\n",
       "      <td>2.945469e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-28</th>\n",
       "      <td>3412.52</td>\n",
       "      <td>3396.36</td>\n",
       "      <td>3383.65</td>\n",
       "      <td>3397.28</td>\n",
       "      <td>3.161815e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-29</th>\n",
       "      <td>3407.09</td>\n",
       "      <td>3399.29</td>\n",
       "      <td>3376.09</td>\n",
       "      <td>3379.04</td>\n",
       "      <td>3.117692e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-30</th>\n",
       "      <td>3414.45</td>\n",
       "      <td>3375.01</td>\n",
       "      <td>3374.42</td>\n",
       "      <td>3414.45</td>\n",
       "      <td>2.910235e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-31</th>\n",
       "      <td>3474.92</td>\n",
       "      <td>3419.73</td>\n",
       "      <td>3419.73</td>\n",
       "      <td>3473.07</td>\n",
       "      <td>3.356739e+10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>243 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               High     Open      Low    Close        Volume\n",
       "Date                                                        \n",
       "2020-01-02  3098.10  3066.34  3066.34  3085.20  2.924702e+10\n",
       "2020-01-03  3093.82  3089.02  3074.52  3083.79  2.614967e+10\n",
       "2020-01-06  3107.20  3070.91  3065.31  3083.41  3.125758e+10\n",
       "2020-01-07  3105.45  3085.49  3084.33  3104.80  2.765831e+10\n",
       "2020-01-08  3094.24  3094.24  3059.13  3066.89  2.978726e+10\n",
       "...             ...      ...      ...      ...           ...\n",
       "2020-12-25  3397.01  3351.79  3348.34  3396.56  2.945469e+10\n",
       "2020-12-28  3412.52  3396.36  3383.65  3397.28  3.161815e+10\n",
       "2020-12-29  3407.09  3399.29  3376.09  3379.04  3.117692e+10\n",
       "2020-12-30  3414.45  3375.01  3374.42  3414.45  2.910235e+10\n",
       "2020-12-31  3474.92  3419.73  3419.73  3473.07  3.356739e+10\n",
       "\n",
       "[243 rows x 5 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "close2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x000001F8E6FAD130>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000001F8E4EA6CD0>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2020  = df['2020']\n",
    "RSV2020 = get_simple_rsv(df2020, 9)\n",
    "close2020 = df2020.Close\n",
    "\n",
    "cl_rsv = pd.DataFrame([close2020, RSV2020]).transpose() # 转置\n",
    "cl_rsv.plot(subplots=True, title='未成熟指标RSV', figsize=(16,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "K = (2/3) * 前一日的K值 + (1/3) * 当日的RSV\n",
    "\n",
    "D =  (2/3) * 前一日的D值 + (1/3) * 当日的K值\n",
    "默认50\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2020-01-10    50.000000\n",
       "2020-01-13    50.000000\n",
       "2020-01-15    45.429159\n",
       "2020-01-16    21.972369\n",
       "2020-01-17    24.059377\n",
       "Name: RSV, dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RSV1 = pd.Series([50,50], index=df2020.index.to_series()[6:8]).append(RSV2020)\n",
    "RSV1.name = 'RSV'\n",
    "RSV1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2020-01-10    50.000000\n",
       "2020-01-13    50.000000\n",
       "2020-01-15    48.476386\n",
       "2020-01-16    39.641714\n",
       "2020-01-17    34.447602\n",
       "Name: KValue, dtype: float64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "KValue = pd.Series(0.0, index=RSV1.index)\n",
    "KValue[0] = 50\n",
    "\n",
    "for i in range(1, len(RSV1)):\n",
    "    KValue[i] = 2/3 * KValue[i-1] + RSV1[i] / 3\n",
    "KValue.name = 'KValue'\n",
    "KValue.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2020-01-10     50.000000\n",
       "2020-01-13     83.333333\n",
       "2020-01-15    100.984715\n",
       "2020-01-16     89.295512\n",
       "2020-01-17     83.589718\n",
       "Name: DValue, dtype: float64"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DValue = pd.Series(0.0, index=RSV1.index)\n",
    "DValue[0] = 50\n",
    "for i in range(1, len(RSV1)):\n",
    "    DValue[i] = DValue[i-1] * 2/3 + RSV1[i]\n",
    "\n",
    "DValue.name = 'DValue'\n",
    "DValue.head()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "J： 3 * k - 2 * d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_k_d_value(rsv):    \n",
    "    KValue = pd.Series(0.0, index=rsv.index)\n",
    "    DValue = pd.Series(0.0, index=rsv.index)\n",
    "    KValue[0] = 50\n",
    "    DValue[0] = 50\n",
    "    \n",
    "    for i in range(1, len(rsv)):\n",
    "        KValue[i] = 2/3 * KValue[i-1] + rsv[i] / 3\n",
    "        DValue[i] =  2/3 * DValue[i-1]+ KValue[i] / 3\n",
    "        \n",
    "    DValue.name = 'DValue'\n",
    "    KValue.name = 'KValue'\n",
    "    \n",
    "    return (KValue[1:], DValue[1:])\n",
    "\n",
    "def plot_kdj(close, rsv, kvalue, dvalue, jvalue):\n",
    "    plt.figure(figsize=(16,8))\n",
    "    plt.subplot(211)\n",
    "    plt.plot(close)\n",
    "\n",
    "    plt.subplot(212)\n",
    "    plt.title('RSV, KD值')\n",
    "    plt.plot(rsv, label='rsv')\n",
    "    plt.plot(kvalue, linestyle='dashed', label='kvalue')\n",
    "    plt.plot(dvalue, linestyle='-.', label='dvalue')\n",
    "    plt.plot(jvalue, linestyle='--', label='jvalue')\n",
    "    plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f8e8ec0640>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "plt.subplot(211)\n",
    "plt.plot(close2020)\n",
    "\n",
    "plt.subplot(212)\n",
    "plt.title('RSV, KD值')\n",
    "plt.plot(RSV2020, label='RSV')\n",
    "plt.plot(KValue, linestyle='dashed', label='KValue')\n",
    "plt.plot(DValue, linestyle='-.', label='DValue')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_5_year = df['2018':'2021']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "rsv5 = get_simple_rsv(df_5_year, 9)\n",
    "\n",
    "(kvalue5, dvalue5 )= get_k_d_value(rsv5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_kdj(df_5_year.Close, rsv5, kvalue5, dvalue5)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "J = 3 * K - 2 * D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "jValue = 3 * kvalue5 - 2 * dvalue5\n",
    "jValue.name = 'JValue'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_kdj(df_5_year.Close, rsv5, kvalue5, dvalue5, jValue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2020-01-10    0\n",
       "2020-01-13    0\n",
       "2020-01-15   -1\n",
       "Name: KDSignal, dtype: int64"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 交易策略\n",
    "\n",
    "KSignal = KValue.apply(lambda x: -1 if x > 85 else 1 if x < 20 else 0)\n",
    "DSignal = DValue.apply(lambda x: -1 if x > 85 else 1 if x < 20 else 0)\n",
    "\n",
    "KDSignal = KSignal + DSignal\n",
    "KDSignal.name = 'KDSignal'\n",
    "\n",
    "KDSignal[KDSignal >= 1] = 1\n",
    "KDSignal[KDSignal <= -1] = -1\n",
    "\n",
    "KDSignal.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "def trade(signale, price):\n",
    "    ret = ((price - price.shift(1))/price.shift(1)[1:])\n",
    "    ret.name = 'ret'\n",
    "    \n",
    "    signale = signale.shift(1)[1:]\n",
    "    tradeRet = ret * signale + 0\n",
    "    tradeRet.name = 'tradeRet'\n",
    "    returns = pd.merge(pd.DataFrame(ret), \\\n",
    "                      pd.DataFrame(tradeRet),\n",
    "                      left_index=True,\n",
    "                       right_index=True).dropna()\n",
    "    return (returns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ret</th>\n",
       "      <th>KDTradeRet</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-13</th>\n",
       "      <td>0.007528</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-15</th>\n",
       "      <td>-0.005401</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-16</th>\n",
       "      <td>-0.005165</td>\n",
       "      <td>0.005165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-17</th>\n",
       "      <td>0.000462</td>\n",
       "      <td>-0.000462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-20</th>\n",
       "      <td>0.006597</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Ret  KDTradeRet\n",
       "Date                            \n",
       "2020-01-13  0.007528    0.000000\n",
       "2020-01-15 -0.005401    0.000000\n",
       "2020-01-16 -0.005165    0.005165\n",
       "2020-01-17  0.000462   -0.000462\n",
       "2020-01-20  0.006597    0.000000"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "KDTrade = trade(KDSignal, close2020)\n",
    "KDTrade.rename(columns={'ret':'Ret', \\\n",
    "                       'tradeRet':'KDTradeRet'},\\\n",
    "              inplace=True)\n",
    "KDTrade.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backtest(ret, traderet):\n",
    "    import ffn\n",
    "    def performance(x):\n",
    "        winpct = len(x[x>0])/len(x[x!=0])\n",
    "        annRet = (1 + x).cumprod()[-1]**(245/len(x)) - 1\n",
    "        sharpe = ffn.calc_risk_return_ratio(x)\n",
    "        maxDD = ffn.calc_max_drawdown((1+x).cumprod())\n",
    "        perfo = pd.Series([winpct, annRet, sharpe, maxDD],\\\n",
    "                          index=['win rate', 'annualized return', \\\n",
    "                                'sharp ratio', 'maximum drawdown'])\n",
    "        return (perfo)\n",
    "    BuyAndHold = performance(ret)\n",
    "    Trade = performance(traderet)\n",
    "    return (pd.DataFrame({ret.name:BuyAndHold, \\\n",
    "                         traderet.name:Trade}))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ret</th>\n",
       "      <th>KDTradeRet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>win rate</th>\n",
       "      <td>0.544681</td>\n",
       "      <td>0.481308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>annualized return</th>\n",
       "      <td>0.132017</td>\n",
       "      <td>-0.021576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sharp ratio</th>\n",
       "      <td>0.044877</td>\n",
       "      <td>-0.001655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>maximum drawdown</th>\n",
       "      <td>-0.143764</td>\n",
       "      <td>-0.206179</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Ret  KDTradeRet\n",
       "win rate           0.544681    0.481308\n",
       "annualized return  0.132017   -0.021576\n",
       "sharp ratio        0.044877   -0.001655\n",
       "maximum drawdown  -0.143764   -0.206179"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "backtest(KDTrade.Ret, KDTrade.KDTradeRet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f8eb8ae9d0>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cumRets1 = (1 + KDTrade).cumprod()\n",
    "plt.plot(cumRets1.Ret, label='Ret')\n",
    "plt.plot(cumRets1.KDTradeRet, '--',\\\n",
    "        label='KDTradeRet')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "ename": "ZeroDivisionError",
     "evalue": "division by zero",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mZeroDivisionError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-113-4896e81b0c1f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     12\u001b[0m               inplace=True)\n\u001b[0;32m     13\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 14\u001b[1;33m \u001b[0mbacktest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mKDJTrade\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mRet\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mKDJTrade\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mKDJTradeRet\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-104-87f0ca9137a8>\u001b[0m in \u001b[0;36mbacktest\u001b[1;34m(ret, traderet)\u001b[0m\n\u001b[0;32m     11\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mperfo\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m     \u001b[0mBuyAndHold\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mperformance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mret\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m     \u001b[0mTrade\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mperformance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtraderet\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     14\u001b[0m     return (pd.DataFrame({ret.name:BuyAndHold, \\\n\u001b[0;32m     15\u001b[0m                          traderet.name:Trade}))\n",
      "\u001b[1;32m<ipython-input-104-87f0ca9137a8>\u001b[0m in \u001b[0;36mperformance\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mimport\u001b[0m \u001b[0mffn\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mperformance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m         \u001b[0mwinpct\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m!=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m         \u001b[0mannRet\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcumprod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m245\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m         \u001b[0msharpe\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mffn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcalc_risk_return_ratio\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mZeroDivisionError\u001b[0m: division by zero"
     ]
    }
   ],
   "source": [
    "JSignal = jValue.apply(lambda x: \\\n",
    "                      -1 if x>100 else 1 if x < 0 else 0)\n",
    "\n",
    "KDJSignal = KSignal + DSignal + JSignal\n",
    "\n",
    "KDJSignal = KDSignal.apply(lambda x: 1 if x>=2 else -1 if x <= -2 else 0)\n",
    "\n",
    "KDJTrade = trade(KDJSignal, close2020)\n",
    "\n",
    "KDJTrade.rename(columns={'ret':'Ret', \\\n",
    "                       'tradeRet':'KDJTradeRet'},\\\n",
    "              inplace=True)\n",
    "\n",
    "backtest(KDJTrade.Ret, KDJTrade.KDJTradeRet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "def upbreak(Line, RefLine):\n",
    "    signal = np.all([Line > RefLine, \\\n",
    "                    Line.shift(1) < RefLine.shift(1)],\\\n",
    "                   axis=0)\n",
    "    return (pd.Series(signal[1:], \\\n",
    "                     index=Line.index[1:]))\n",
    "\n",
    "def downbreak(Line, refLine):\n",
    "    signal = np.all([Line < RefLine, \\\n",
    "                    Line.shift(1) > RefLine.shift(1)],\\\n",
    "                   axis=0)\n",
    "    return (pd.Series(signal[1:], \\\n",
    "                     index=Line.index[1:]))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 威廉指标： 震荡指标    > 80 超买   <20  超卖\n",
    "WR = "
   ]
  }
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